personalized: Estimation and Validation Methods for Subgroup Identification and Personalized Medicine
Provides functions for fitting and validation of models for subgroup identification and personalized medicine / precision medicine under the general subgroup identification framework of Chen et al. (2017) <doi:10.1111/biom.12676>. This package is intended for use for both randomized controlled trials and observational studies and is described in detail in Huling and Yu (2021) <doi:10.18637/jss.v098.i05>.
| Version: | 0.2.6 |
| Depends: | glmnet (≥ 2.0-13), mgcv, gbm, ggplot2, plotly |
| Imports: | survival, methods, kernlab, foreach |
| Suggests: | knitr, rmarkdown, testthat, nnet |
| Published: | 2021-05-28 |
| Author: | Jared Huling 
[aut, cre],
Aaron Potvien [ctb],
Alexandros Karatzoglou [cph],
Alex Smola [cph] |
| Maintainer: | Jared Huling <jaredhuling at gmail.com> |
| BugReports: | https://github.com/jaredhuling/personalized/issues |
| License: | GPL-2 |
| URL: | https://jaredhuling.org/personalized/, https://arxiv.org/abs/1809.07905 |
| NeedsCompilation: | no |
| Citation: | personalized citation info |
| Materials: | README NEWS |
| CRAN checks: | personalized results |
Documentation:
| Reference manual: | personalized.pdf |
| Vignettes: |
Efficiency Augmentation and Propensity Score Construction Multi-category Treatments with the Personalized Package Usage of the Personalized Package |
Downloads:
| Package source: | personalized_0.2.6.tar.gz |
| Windows binaries: | r-devel: personalized_0.2.6.zip, r-release: personalized_0.2.6.zip, r-oldrel: personalized_0.2.6.zip |
| macOS binaries: | r-release (arm64): personalized_0.2.6.tgz, r-oldrel (arm64): personalized_0.2.6.tgz, r-release (x86_64): personalized_0.2.6.tgz, r-oldrel (x86_64): personalized_0.2.6.tgz |
| Old sources: | personalized archive |
Reverse dependencies:
| Reverse depends: | personalized2part |
Linking:
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